{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Road Line X Y Z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'cv2'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-1-e43022223b8c>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mcv2\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpyplot\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'cv2'"
     ]
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#img_result = cv2.imread(' img_result.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x17afa774580>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "original_img= cv2.imread('img_result.jpg')\n",
    "plt.imshow(original_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x17afaaad550>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.resize(original_img,None,fx=0.8, fy=0.8, interpolation = cv2.INTER_CUBIC)\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = cv2.GaussianBlur(img,(3,3),0)\n",
    "img = cv2.GaussianBlur(img,(3,3),0)\n",
    "edges = cv2.Canny(img, 50, 150, apertureSize = 3)\n",
    "lines = cv2.HoughLines(edges,1,np.pi/180,118) #这里对最后一个参数使用了经验型的值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "236.0\n",
      "0.05235988\n",
      "229.0\n",
      "0.017453292\n",
      "231.0\n",
      "0.034906585\n",
      "234.0\n",
      "0.034906585\n",
      "187.0\n",
      "0.017453292\n"
     ]
    }
   ],
   "source": [
    "result = img.copy()\n",
    "for line in lines:\n",
    "    rho = line[0][0]  #第一个元素是距离rho\n",
    "    theta= line[0][1] #第二个元素是角度theta\n",
    "    print (rho)\n",
    "    print (theta)\n",
    "    if  (theta < (np.pi/4. )) or (theta > (3.*np.pi/4.0)): #垂直直线\n",
    "        pt1 = (int(rho/np.cos(theta)),0)               #该直线与第一行的交点\n",
    "        #该直线与最后一行的焦点\n",
    "        pt2 = (int((rho-result.shape[0]*np.sin(theta))/np.cos(theta)),result.shape[0])\n",
    "        cv2.line( result, pt1, pt2, (255))             # 绘制一条白线\n",
    "    else:                                                  #水平直线\n",
    "        pt1 = (0,int(rho/np.sin(theta)))               # 该直线与第一列的交点\n",
    "        #该直线与最后一列的交点\n",
    "        pt2 = (result.shape[1], int((rho-result.shape[1]*np.cos(theta))/np.sin(theta)))\n",
    "        cv2.line(result, pt1, pt2, (255), 1)           # 绘制一条直线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "cv2.imshow('Canny', edges )\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x17afab1a550>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "cv2.imshow('Result', result)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
